Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 1 |
target is uniformly distributed | Uniform |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2021-02-13 00:16:16.288080 |
|---|---|
| Analysis finished | 2021-02-13 00:38:33.752189 |
| Duration | 22 minutes and 17.46 seconds |
| Software version | pandas-profiling v2.10.1 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01332298912 |
|---|---|
| Minimum | -2.817856632 |
| Maximum | 3.391679716 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.817856632 |
|---|---|
| 5-th percentile | -1.671570117 |
| Q1 | -0.6492916173 |
| median | 0.007395975759 |
| Q3 | 0.6802459138 |
| 95-th percentile | 1.641895087 |
| Maximum | 3.391679716 |
| Range | 6.209536348 |
| Interquartile range (IQR) | 1.329537531 |
Descriptive statistics
| Standard deviation | 0.9966387317 |
|---|---|
| Coefficient of variation (CV) | 74.80594054 |
| Kurtosis | -0.01752818391 |
| Mean | 0.01332298912 |
| Median Absolute Deviation (MAD) | 0.6683274119 |
| Skewness | -0.007347721206 |
| Sum | 13.32298912 |
| Variance | 0.9932887614 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.128796084 | 1 | 0.1% |
| 1.360868412 | 1 | 0.1% |
| 0.8677627173 | 1 | 0.1% |
| -0.2577225768 | 1 | 0.1% |
| 0.4385499964 | 1 | 0.1% |
| 0.2581939497 | 1 | 0.1% |
| 0.5807546481 | 1 | 0.1% |
| -1.653863096 | 1 | 0.1% |
| -1.105007799 | 1 | 0.1% |
| 0.3890639019 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.817856632 | 1 | |
| -2.807668367 | 1 | |
| -2.724753705 | 1 | |
| -2.567787836 | 1 | |
| -2.541276408 | 1 | |
| -2.539481523 | 1 | |
| -2.494320775 | 1 | |
| -2.46860219 | 1 | |
| -2.289292475 | 1 | |
| -2.281054407 | 1 |
| Value | Count | Frequency (%) |
| 3.391679716 | 1 | |
| 3.082950358 | 1 | |
| 2.823499266 | 1 | |
| 2.724289299 | 1 | |
| 2.705173841 | 1 | |
| 2.638457082 | 1 | |
| 2.630124788 | 1 | |
| 2.586048935 | 1 | |
| 2.581296373 | 1 | |
| 2.502561492 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.08215615175 |
|---|---|
| Minimum | -3.091623743 |
| Maximum | 2.985950602 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.091623743 |
|---|---|
| 5-th percentile | -1.720820602 |
| Q1 | -0.730202631 |
| median | -0.09968350913 |
| Q3 | 0.5773048137 |
| 95-th percentile | 1.488118524 |
| Maximum | 2.985950602 |
| Range | 6.077574345 |
| Interquartile range (IQR) | 1.307507445 |
Descriptive statistics
| Standard deviation | 0.9774283276 |
|---|---|
| Coefficient of variation (CV) | -11.89720194 |
| Kurtosis | 0.02693400397 |
| Mean | -0.08215615175 |
| Median Absolute Deviation (MAD) | 0.6554975989 |
| Skewness | -0.06472709181 |
| Sum | -82.15615175 |
| Variance | 0.9553661355 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.050226658 | 1 | 0.1% |
| 0.9587701229 | 1 | 0.1% |
| 0.6685020941 | 1 | 0.1% |
| -0.01422713347 | 1 | 0.1% |
| -1.015283784 | 1 | 0.1% |
| 0.4131191639 | 1 | 0.1% |
| -0.4885256942 | 1 | 0.1% |
| 0.4305224856 | 1 | 0.1% |
| -0.1415575956 | 1 | 0.1% |
| -1.242504614 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.091623743 | 1 | |
| -2.939404788 | 1 | |
| -2.874328826 | 1 | |
| -2.853589819 | 1 | |
| -2.791477967 | 1 | |
| -2.785258214 | 1 | |
| -2.71753842 | 1 | |
| -2.56906964 | 1 | |
| -2.552315601 | 1 | |
| -2.529434546 | 1 |
| Value | Count | Frequency (%) |
| 2.985950602 | 1 | |
| 2.646426394 | 1 | |
| 2.615302078 | 1 | |
| 2.368596288 | 1 | |
| 2.339866038 | 1 | |
| 2.302738803 | 1 | |
| 2.17972349 | 1 | |
| 2.177929632 | 1 | |
| 2.131476989 | 1 | |
| 2.090524961 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01637452131 |
|---|---|
| Minimum | -2.890401503 |
| Maximum | 3.17641795 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.890401503 |
|---|---|
| 5-th percentile | -1.625723008 |
| Q1 | -0.6518343415 |
| median | 0.03143032501 |
| Q3 | 0.6673254028 |
| 95-th percentile | 1.656828113 |
| Maximum | 3.17641795 |
| Range | 6.066819453 |
| Interquartile range (IQR) | 1.319159744 |
Descriptive statistics
| Standard deviation | 0.9895479683 |
|---|---|
| Coefficient of variation (CV) | 60.43217687 |
| Kurtosis | -0.05741177719 |
| Mean | 0.01637452131 |
| Median Absolute Deviation (MAD) | 0.6635107059 |
| Skewness | -0.007480272672 |
| Sum | 16.37452131 |
| Variance | 0.9792051816 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.7181165417 | 1 | 0.1% |
| 1.511070066 | 1 | 0.1% |
| -0.5441602174 | 1 | 0.1% |
| 1.014345686 | 1 | 0.1% |
| 2.053431055 | 1 | 0.1% |
| 0.6145507164 | 1 | 0.1% |
| 0.2128377191 | 1 | 0.1% |
| 1.149522156 | 1 | 0.1% |
| 1.114002747 | 1 | 0.1% |
| 0.6188524328 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.890401503 | 1 | |
| -2.847021892 | 1 | |
| -2.780277947 | 1 | |
| -2.432003527 | 1 | |
| -2.388673006 | 1 | |
| -2.342133432 | 1 | |
| -2.317148555 | 1 | |
| -2.312555974 | 1 | |
| -2.276502682 | 1 | |
| -2.245108385 | 1 |
| Value | Count | Frequency (%) |
| 3.17641795 | 1 | |
| 2.911637161 | 1 | |
| 2.757981823 | 1 | |
| 2.753286908 | 1 | |
| 2.751195246 | 1 | |
| 2.715918323 | 1 | |
| 2.543422066 | 1 | |
| 2.437474262 | 1 | |
| 2.416939332 | 1 | |
| 2.372229157 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05424440286 |
|---|---|
| Minimum | -3.799011716 |
| Maximum | 2.65378911 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.799011716 |
|---|---|
| 5-th percentile | -1.5331302 |
| Q1 | -0.6017712333 |
| median | 0.04562746503 |
| Q3 | 0.7302150817 |
| 95-th percentile | 1.655529459 |
| Maximum | 2.65378911 |
| Range | 6.452800826 |
| Interquartile range (IQR) | 1.331986315 |
Descriptive statistics
| Standard deviation | 0.9743913548 |
|---|---|
| Coefficient of variation (CV) | 17.96298426 |
| Kurtosis | 0.06071029772 |
| Mean | 0.05424440286 |
| Median Absolute Deviation (MAD) | 0.6709215925 |
| Skewness | -0.1396745838 |
| Sum | 54.24440286 |
| Variance | 0.9494385124 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3278713018 | 1 | 0.1% |
| 0.7092440291 | 1 | 0.1% |
| -0.198349158 | 1 | 0.1% |
| 0.5100810725 | 1 | 0.1% |
| 0.7373824191 | 1 | 0.1% |
| -1.053192531 | 1 | 0.1% |
| -0.685469536 | 1 | 0.1% |
| -0.3324953857 | 1 | 0.1% |
| 0.5985854551 | 1 | 0.1% |
| -0.3037724199 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.799011716 | 1 | |
| -3.210648642 | 1 | |
| -2.773468828 | 1 | |
| -2.615788627 | 1 | |
| -2.611154404 | 1 | |
| -2.543906104 | 1 | |
| -2.483413678 | 1 | |
| -2.425643558 | 1 | |
| -2.42139914 | 1 | |
| -2.398365831 | 1 |
| Value | Count | Frequency (%) |
| 2.65378911 | 1 | |
| 2.595594682 | 1 | |
| 2.58495404 | 1 | |
| 2.523362185 | 1 | |
| 2.492519991 | 1 | |
| 2.413948537 | 1 | |
| 2.35467089 | 1 | |
| 2.302820556 | 1 | |
| 2.2920762 | 1 | |
| 2.235435155 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01127119572 |
|---|---|
| Minimum | -3.120168417 |
| Maximum | 3.565280655 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.120168417 |
|---|---|
| 5-th percentile | -1.627923522 |
| Q1 | -0.691949217 |
| median | 0.00107417604 |
| Q3 | 0.6807467696 |
| 95-th percentile | 1.640082052 |
| Maximum | 3.565280655 |
| Range | 6.685449071 |
| Interquartile range (IQR) | 1.372695987 |
Descriptive statistics
| Standard deviation | 0.9907749356 |
|---|---|
| Coefficient of variation (CV) | 87.90326782 |
| Kurtosis | -0.1014112414 |
| Mean | 0.01127119572 |
| Median Absolute Deviation (MAD) | 0.6909642382 |
| Skewness | 0.06755037184 |
| Sum | 11.27119572 |
| Variance | 0.9816349731 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.7927609635 | 1 | 0.1% |
| 0.4530733139 | 1 | 0.1% |
| 1.023609762 | 1 | 0.1% |
| -1.40258546 | 1 | 0.1% |
| 0.07813444398 | 1 | 0.1% |
| 0.571933787 | 1 | 0.1% |
| 0.6634459545 | 1 | 0.1% |
| -0.9059847473 | 1 | 0.1% |
| -0.4405259843 | 1 | 0.1% |
| 0.4996711346 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.120168417 | 1 | |
| -2.539695125 | 1 | |
| -2.534783111 | 1 | |
| -2.500011702 | 1 | |
| -2.355689491 | 1 | |
| -2.3378982 | 1 | |
| -2.32874102 | 1 | |
| -2.299985395 | 1 | |
| -2.251853683 | 1 | |
| -2.211566662 | 1 |
| Value | Count | Frequency (%) |
| 3.565280655 | 1 | |
| 3.348939703 | 1 | |
| 2.885315441 | 1 | |
| 2.566652476 | 1 | |
| 2.559901833 | 1 | |
| 2.401534574 | 1 | |
| 2.379964737 | 1 | |
| 2.372920508 | 1 | |
| 2.317788959 | 1 | |
| 2.307826803 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.004997230854 |
|---|---|
| Minimum | -3.076220986 |
| Maximum | 3.50531306 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.076220986 |
|---|---|
| 5-th percentile | -1.57559908 |
| Q1 | -0.6729406887 |
| median | -0.0340290857 |
| Q3 | 0.6398759511 |
| 95-th percentile | 1.766392547 |
| Maximum | 3.50531306 |
| Range | 6.581534047 |
| Interquartile range (IQR) | 1.31281664 |
Descriptive statistics
| Standard deviation | 0.9918672203 |
|---|---|
| Coefficient of variation (CV) | -198.48337 |
| Kurtosis | 0.00999330766 |
| Mean | -0.004997230854 |
| Median Absolute Deviation (MAD) | 0.6596294524 |
| Skewness | 0.1507639801 |
| Sum | -4.997230854 |
| Variance | 0.9838005828 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.3182885835 | 1 | 0.1% |
| 1.018382424 | 1 | 0.1% |
| 1.490251868 | 1 | 0.1% |
| -2.07462106 | 1 | 0.1% |
| -0.340621664 | 1 | 0.1% |
| 0.03855055374 | 1 | 0.1% |
| 0.0692206782 | 1 | 0.1% |
| 0.5839592477 | 1 | 0.1% |
| 0.4098798788 | 1 | 0.1% |
| 0.5435432901 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.076220986 | 1 | |
| -2.73381532 | 1 | |
| -2.667416346 | 1 | |
| -2.504017062 | 1 | |
| -2.48405097 | 1 | |
| -2.418102746 | 1 | |
| -2.371884166 | 1 | |
| -2.359815753 | 1 | |
| -2.330497801 | 1 | |
| -2.316419399 | 1 |
| Value | Count | Frequency (%) |
| 3.50531306 | 1 | |
| 2.802414244 | 1 | |
| 2.745212429 | 1 | |
| 2.743025022 | 1 | |
| 2.657584043 | 1 | |
| 2.651486057 | 1 | |
| 2.565549584 | 1 | |
| 2.539114727 | 1 | |
| 2.403523152 | 1 | |
| 2.400483322 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01725883686 |
|---|---|
| Minimum | -2.896430275 |
| Maximum | 3.266842797 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.896430275 |
|---|---|
| 5-th percentile | -1.566259867 |
| Q1 | -0.6416443216 |
| median | -0.002292700517 |
| Q3 | 0.6446287086 |
| 95-th percentile | 1.715537999 |
| Maximum | 3.266842797 |
| Range | 6.163273072 |
| Interquartile range (IQR) | 1.28627303 |
Descriptive statistics
| Standard deviation | 0.9798349171 |
|---|---|
| Coefficient of variation (CV) | 56.77294045 |
| Kurtosis | -0.02895274187 |
| Mean | 0.01725883686 |
| Median Absolute Deviation (MAD) | 0.6415478236 |
| Skewness | 0.06235598254 |
| Sum | 17.25883686 |
| Variance | 0.9600764647 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5679470578 | 1 | 0.1% |
| 0.8827257731 | 1 | 0.1% |
| 0.3373022722 | 1 | 0.1% |
| -0.5663819793 | 1 | 0.1% |
| 1.475907866 | 1 | 0.1% |
| -0.07232029886 | 1 | 0.1% |
| 0.1095543771 | 1 | 0.1% |
| 1.210299762 | 1 | 0.1% |
| -0.1824306452 | 1 | 0.1% |
| 1.651954759 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.896430275 | 1 | |
| -2.888170673 | 1 | |
| -2.673424282 | 1 | |
| -2.620157883 | 1 | |
| -2.557257169 | 1 | |
| -2.403566291 | 1 | |
| -2.3735321 | 1 | |
| -2.303853925 | 1 | |
| -2.294376474 | 1 | |
| -2.287444937 | 1 |
| Value | Count | Frequency (%) |
| 3.266842797 | 1 | |
| 3.260975387 | 1 | |
| 2.713747295 | 1 | |
| 2.572861497 | 1 | |
| 2.441601691 | 1 | |
| 2.389996161 | 1 | |
| 2.367625482 | 1 | |
| 2.340398698 | 1 | |
| 2.289145493 | 1 | |
| 2.280134454 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.00315437226 |
|---|---|
| Minimum | -3.292884893 |
| Maximum | 2.879456362 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.292884893 |
|---|---|
| 5-th percentile | -1.643699834 |
| Q1 | -0.6136942 |
| median | 0.01422918699 |
| Q3 | 0.649604114 |
| 95-th percentile | 1.593021613 |
| Maximum | 2.879456362 |
| Range | 6.172341255 |
| Interquartile range (IQR) | 1.263298314 |
Descriptive statistics
| Standard deviation | 0.9933019936 |
|---|---|
| Coefficient of variation (CV) | -314.8968833 |
| Kurtosis | 0.2035366473 |
| Mean | -0.00315437226 |
| Median Absolute Deviation (MAD) | 0.6342811117 |
| Skewness | -0.1614814406 |
| Sum | -3.15437226 |
| Variance | 0.9866488505 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.191734159 | 1 | 0.1% |
| 0.3732614231 | 1 | 0.1% |
| 0.4844051466 | 1 | 0.1% |
| 0.2598488896 | 1 | 0.1% |
| 0.04149732209 | 1 | 0.1% |
| -1.456437299 | 1 | 0.1% |
| 0.9393467613 | 1 | 0.1% |
| -0.7724928337 | 1 | 0.1% |
| 0.8510322111 | 1 | 0.1% |
| -0.2733785459 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.292884893 | 1 | |
| -3.206838546 | 1 | |
| -3.085701016 | 1 | |
| -2.948369198 | 1 | |
| -2.904030409 | 1 | |
| -2.674901099 | 1 | |
| -2.648357279 | 1 | |
| -2.593500193 | 1 | |
| -2.593098613 | 1 | |
| -2.543056857 | 1 |
| Value | Count | Frequency (%) |
| 2.879456362 | 1 | |
| 2.841758935 | 1 | |
| 2.71454185 | 1 | |
| 2.667709392 | 1 | |
| 2.525055157 | 1 | |
| 2.43232109 | 1 | |
| 2.42478774 | 1 | |
| 2.355563203 | 1 | |
| 2.346481532 | 1 | |
| 2.331165408 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06174415758 |
|---|---|
| Minimum | -2.746367985 |
| Maximum | 2.717859714 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.746367985 |
|---|---|
| 5-th percentile | -1.527596654 |
| Q1 | -0.5710526253 |
| median | 0.01341169576 |
| Q3 | 0.7393884486 |
| 95-th percentile | 1.665383116 |
| Maximum | 2.717859714 |
| Range | 5.464227699 |
| Interquartile range (IQR) | 1.310441074 |
Descriptive statistics
| Standard deviation | 0.9702933833 |
|---|---|
| Coefficient of variation (CV) | 15.71474001 |
| Kurtosis | -0.1903006292 |
| Mean | 0.06174415758 |
| Median Absolute Deviation (MAD) | 0.66080917 |
| Skewness | -0.02358289755 |
| Sum | 61.74415758 |
| Variance | 0.9414692497 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.04256062264 | 1 | 0.1% |
| 0.4480899297 | 1 | 0.1% |
| 0.5218465174 | 1 | 0.1% |
| 0.9320864331 | 1 | 0.1% |
| -1.408231644 | 1 | 0.1% |
| -0.1935430152 | 1 | 0.1% |
| 0.430113631 | 1 | 0.1% |
| -1.068729689 | 1 | 0.1% |
| -0.6300370831 | 1 | 0.1% |
| 0.6214859694 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.746367985 | 1 | |
| -2.739185477 | 1 | |
| -2.716627185 | 1 | |
| -2.677265828 | 1 | |
| -2.64885463 | 1 | |
| -2.62562485 | 1 | |
| -2.412976418 | 1 | |
| -2.35527838 | 1 | |
| -2.312337202 | 1 | |
| -2.233277664 | 1 |
| Value | Count | Frequency (%) |
| 2.717859714 | 1 | |
| 2.713773805 | 1 | |
| 2.68057386 | 1 | |
| 2.566473873 | 1 | |
| 2.514300098 | 1 | |
| 2.503789845 | 1 | |
| 2.44882099 | 1 | |
| 2.244279487 | 1 | |
| 2.218203942 | 1 | |
| 2.150627485 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.03995643188 |
|---|---|
| Minimum | -2.974348509 |
| Maximum | 3.374071562 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.974348509 |
|---|---|
| 5-th percentile | -1.598049329 |
| Q1 | -0.7246269233 |
| median | -0.04676847601 |
| Q3 | 0.6044159952 |
| 95-th percentile | 1.508172352 |
| Maximum | 3.374071562 |
| Range | 6.348420071 |
| Interquartile range (IQR) | 1.329042918 |
Descriptive statistics
| Standard deviation | 0.9727416258 |
|---|---|
| Coefficient of variation (CV) | -24.34505735 |
| Kurtosis | -0.03846159704 |
| Mean | -0.03995643188 |
| Median Absolute Deviation (MAD) | 0.6687367747 |
| Skewness | 0.08663439132 |
| Sum | -39.95643188 |
| Variance | 0.9462262705 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.166178606 | 1 | 0.1% |
| 1.22444472 | 1 | 0.1% |
| 0.3406777653 | 1 | 0.1% |
| 0.419883385 | 1 | 0.1% |
| -0.2421442184 | 1 | 0.1% |
| 0.1518375938 | 1 | 0.1% |
| -0.8029521935 | 1 | 0.1% |
| -0.4812228789 | 1 | 0.1% |
| 0.5215050762 | 1 | 0.1% |
| 0.1855108879 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.974348509 | 1 | |
| -2.849197125 | 1 | |
| -2.818975426 | 1 | |
| -2.658120901 | 1 | |
| -2.640930395 | 1 | |
| -2.446864764 | 1 | |
| -2.403514818 | 1 | |
| -2.327204967 | 1 | |
| -2.314267828 | 1 | |
| -2.187851291 | 1 |
| Value | Count | Frequency (%) |
| 3.374071562 | 1 | |
| 2.826143174 | 1 | |
| 2.743768594 | 1 | |
| 2.633350102 | 1 | |
| 2.567055002 | 1 | |
| 2.467475684 | 1 | |
| 2.415522493 | 1 | |
| 2.395651768 | 1 | |
| 2.375484725 | 1 | |
| 2.367372614 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 1 | 500 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 1 | 500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 1 | 500 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 1 | 500 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 1 | 500 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.496553 | -0.503645 | -0.282967 | -1.076811 | 0.724876 | -1.119351 | -1.577188 | -2.674901 | -0.809626 | 0.106454 | 0 |
| 1 | 0.202440 | 1.030260 | 1.649030 | 0.655055 | 0.492217 | 1.228815 | 1.941696 | 0.207156 | 0.530988 | 0.014020 | 1 |
| 2 | 0.594393 | -1.008181 | 0.360575 | 0.709244 | 1.551275 | 1.937625 | -1.806921 | -0.313360 | -1.145053 | -0.694763 | 0 |
| 3 | -0.073275 | -1.763521 | -1.584474 | 0.410860 | -0.510320 | 0.139079 | -0.877770 | 0.039895 | -0.148839 | 1.229729 | 0 |
| 4 | -0.035005 | -0.891684 | 0.535247 | 1.061094 | -1.849462 | 0.335112 | 0.644533 | 1.383766 | 0.664657 | -1.226832 | 1 |
| 5 | -2.541276 | 0.925457 | 1.938646 | -0.382579 | 1.859517 | -0.936546 | 1.715290 | 0.675109 | -0.000943 | -0.367167 | 0 |
| 6 | 0.461611 | 2.302739 | 1.673219 | 0.465743 | 1.192669 | 0.494067 | 0.269591 | -0.578517 | -1.475020 | 1.055193 | 1 |
| 7 | -1.590878 | -0.099951 | 1.292769 | -0.142674 | 0.113031 | -0.572953 | 1.145894 | 1.067374 | -0.869665 | -0.663318 | 0 |
| 8 | -1.183971 | -0.910872 | -1.032078 | 1.163349 | -0.839303 | -0.469031 | -1.721518 | 0.152640 | -0.962791 | -0.809793 | 0 |
| 9 | -0.367920 | 1.120926 | 0.141103 | 1.484343 | -0.372048 | -2.195175 | -0.230245 | 1.243342 | 1.398171 | 0.847295 | 1 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | -0.564115 | -0.141558 | 0.798653 | -0.470239 | -0.248426 | 0.511748 | -0.654984 | -0.030728 | 0.307433 | -1.025252 | 1 |
| 991 | -0.692745 | -0.932401 | -1.042886 | 0.992772 | -0.093887 | 0.193998 | -0.117766 | -0.113615 | 0.878878 | -1.460372 | 1 |
| 992 | -0.034251 | 0.283586 | 0.475541 | -0.308846 | 0.089006 | 0.917056 | 0.881499 | -0.239186 | -0.997755 | 0.301335 | 0 |
| 993 | 0.029375 | -0.444120 | 0.693023 | -0.973509 | 1.388686 | -0.045736 | 1.234789 | -0.812089 | 0.237326 | 0.434679 | 0 |
| 994 | -0.628896 | -1.423743 | -0.790524 | 0.118246 | 0.075252 | 2.070998 | 0.882726 | -0.027845 | -0.853027 | -1.640712 | 1 |
| 995 | 0.043935 | 1.202035 | -0.300034 | -1.532361 | -0.335663 | 0.071156 | -0.883236 | 0.168363 | -0.164915 | -0.061753 | 0 |
| 996 | 0.610728 | -1.303592 | -0.233258 | -1.301738 | -0.070924 | 0.575345 | -0.405644 | -1.005275 | 0.632639 | -2.327205 | 0 |
| 997 | 0.017381 | -0.463505 | -2.004083 | 0.307445 | -0.224617 | -1.407229 | -0.908763 | 0.435522 | 0.487349 | 0.876128 | 0 |
| 998 | -1.308519 | -1.613056 | -1.545084 | -0.502978 | -1.402585 | -0.505095 | 0.614039 | 1.159655 | 0.807307 | -0.214744 | 0 |
| 999 | 0.768594 | -0.757794 | 1.299329 | -1.657594 | -0.787108 | 1.132917 | 1.667236 | 1.039798 | 1.357423 | -0.557912 | 0 |